Download lean/OAI/Analysis/HotSpots/KernelLimit.lean from roseking/openAI-math-dataset: direct link, hf CLI and curl.
- Browser
- Download file 51.2 kB
-
https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Analysis/HotSpots/KernelLimit.lean
- Command line
-
hf download hf://datasets/roseking/openAI-math-dataset/lean/OAI/Analysis/HotSpots/KernelLimit.lean
-
curl -L -o KernelLimit.lean https://huggingface.co/datasets/roseking/openAI-math-dataset/resolve/main/lean/OAI/Analysis/HotSpots/KernelLimit.lean
51.2 kB
| import OAI.Analysis.HotSpots.BoundaryKernel | |
| namespace OAI | |
| section DouglasLipschitzBase | |
| noncomputable section | |
| section FullBoundaryCombinedLayer | |
| section L2CutoffLayer | |
| open MeasureTheory Set Filter | |
| open scoped ENNReal Topology InnerProductSpace | |
| namespace StrictHotSpots.L2Cutoff | |
| variable {X : Type*} [MeasurableSpace X] {ν : Measure X} (s : Set X) (hs : MeasurableSet s) | |
| include hs in | |
| lemma extension_memLp (f : Lp ℝ 2 (ν.restrict s)) : MemLp (s.indicator f) 2 ν := | |
| (memLp_indicator_iff_restrict hs).2 (Lp.memLp f) | |
| def extension : Lp ℝ 2 (ν.restrict s) →L[ℝ] Lp ℝ 2 ν := by | |
| let J : Lp ℝ 2 (ν.restrict s) →ₗ[ℝ] Lp ℝ 2 ν := | |
| { toFun := fun f => (extension_memLp s hs f).toLp _ | |
| map_add' := by | |
| intro f g | |
| apply Lp.ext | |
| filter_upwards [(extension_memLp s hs (f+g)).coeFn_toLp, | |
| (extension_memLp s hs f).coeFn_toLp, (extension_memLp s hs g).coeFn_toLp, | |
| Lp.coeFn_add ((extension_memLp s hs f).toLp _) ((extension_memLp s hs g).toLp _), | |
| ae_imp_of_ae_restrict (Lp.coeFn_add f g)] with x hfg hf hg ha he | |
| rw [hfg,ha,Pi.add_apply,hf,hg] | |
| by_cases hx : x ∈ s | |
| · simp only [indicator_of_mem hx, he hx, Pi.add_apply] | |
| · simp [indicator_of_notMem hx] | |
| map_smul' := by | |
| intro c f | |
| apply Lp.ext | |
| filter_upwards [(extension_memLp s hs (c • f)).coeFn_toLp, | |
| (extension_memLp s hs f).coeFn_toLp, | |
| Lp.coeFn_smul c ((extension_memLp s hs f).toLp _), | |
| ae_imp_of_ae_restrict (Lp.coeFn_smul c f)] with x hcf hf hc he | |
| simp only [RingHom.id_apply] | |
| rw [hcf,hc,Pi.smul_apply,hf] | |
| by_cases hx : x ∈ s | |
| · simp only [indicator_of_mem hx, he hx, Pi.smul_apply] | |
| · simp [indicator_of_notMem hx] } | |
| refine J.mkContinuous 1 (fun f => ?_) | |
| change ‖(extension_memLp s hs f).toLp _‖ ≤ 1 * ‖f‖ | |
| rw [Lp.norm_toLp, eLpNorm_indicator_eq_eLpNorm_restrict hs, one_mul] | |
| rfl | |
| lemma extension_ae (f : Lp ℝ 2 (ν.restrict s)) : | |
| extension s hs f =ᵐ[ν] s.indicator f := (extension_memLp s hs f).coeFn_toLp | |
| lemma extension_norm (f : Lp ℝ 2 (ν.restrict s)) : ‖extension s hs f‖ = ‖f‖ := by | |
| change ‖(extension_memLp s hs f).toLp _‖ = _ | |
| rw [Lp.norm_toLp, eLpNorm_indicator_eq_eLpNorm_restrict hs] | |
| rfl | |
| lemma extension_norm_le : ‖extension (ν := ν) s hs‖ ≤ 1 := by | |
| apply (extension (ν := ν) s hs).opNorm_le_bound (by norm_num) | |
| intro f | |
| simp [extension_norm] | |
| def restriction : Lp ℝ 2 ν →L[ℝ] Lp ℝ 2 (ν.restrict s) := | |
| Lp.LpToLpOfMeasureLeSMul (by norm_num : (1 : ℝ≥0∞) ≠ ⊤) | |
| (show ν.restrict s ≤ 1 • ν by simpa using Measure.restrict_le_self) | |
| lemma restriction_ae (f : Lp ℝ 2 ν) : restriction s f =ᵐ[ν.restrict s] f := | |
| Lp.coeFn_LpToLpOfMeasureLeSMul _ _ f | |
| lemma restriction_norm (f : Lp ℝ 2 ν) : ‖restriction s f‖ ≤ ‖f‖ := by | |
| change (eLpNorm (restriction s f) 2 (ν.restrict s)).toReal ≤ (eLpNorm f 2 ν).toReal | |
| rw [eLpNorm_congr_ae (restriction_ae s f)] | |
| exact ENNReal.toReal_mono (Lp.memLp f).eLpNorm_ne_top (eLpNorm_restrict_le _ _ _ _) | |
| lemma restriction_norm_le : ‖restriction (ν := ν) s‖ ≤ 1 := by | |
| apply (restriction (ν := ν) s).opNorm_le_bound (by norm_num) | |
| intro f | |
| simpa only [one_mul] using restriction_norm s f | |
| lemma restriction_extension (f : Lp ℝ 2 (ν.restrict s)) : | |
| restriction s (extension s hs f) = f := by | |
| apply Lp.ext | |
| filter_upwards [restriction_ae s (extension s hs f), (extension_ae s hs f).restrict, | |
| ae_restrict_mem hs] with x hx he hxs | |
| rw [hx,he,indicator_of_mem hxs] | |
| lemma extension_inner (f : Lp ℝ 2 (ν.restrict s)) (g : Lp ℝ 2 ν) : | |
| inner ℝ (extension s hs f) g = inner ℝ f (restriction s g) := by | |
| simp only [L2.inner_def, RCLike.inner_apply, conj_trivial] | |
| have he : (fun x => g x * extension s hs f x) =ᵐ[ν] | |
| s.indicator (fun x => g x * f x) := by | |
| filter_upwards [extension_ae s hs f] with x hx | |
| rw [hx] | |
| by_cases hxs : x ∈ s <;> simp [hxs] | |
| rw [integral_congr_ae he, integral_indicator hs] | |
| apply integral_congr_ae | |
| filter_upwards [restriction_ae s g] with x hx | |
| rw [hx] | |
| lemma extension_eq_adjoint : extension (ν := ν) s hs = (restriction s).adjoint := by | |
| exact (ContinuousLinearMap.eq_adjoint_iff _ _).2 (extension_inner s hs) | |
| lemma extension_inner_extension (f g : Lp ℝ 2 (ν.restrict s)) : | |
| inner ℝ (extension s hs f) (extension s hs g) = inner ℝ f g := by | |
| rw [extension_inner, restriction_extension] | |
| def projection : Lp ℝ 2 ν →L[ℝ] Lp ℝ 2 ν := (extension s hs).comp (restriction s) | |
| lemma projection_ae (f : Lp ℝ 2 ν) : projection s hs f =ᵐ[ν] s.indicator f := by | |
| filter_upwards [extension_ae s hs (restriction s f), | |
| ae_imp_of_ae_restrict (restriction_ae s f)] with x hx hr | |
| change extension s hs (restriction s f) x = _ | |
| rw [hx] | |
| by_cases hxs : x ∈ s | |
| · simp [hxs, hr hxs] | |
| · simp [hxs] | |
| lemma projection_norm (f : Lp ℝ 2 ν) : ‖projection s hs f‖ ≤ ‖f‖ := by | |
| exact (extension_norm s hs _).le.trans (restriction_norm s f) | |
| lemma projection_norm_le : ‖projection (ν := ν) s hs‖ ≤ 1 := by | |
| apply (projection (ν := ν) s hs).opNorm_le_bound (by norm_num) | |
| intro f | |
| simpa only [one_mul] using projection_norm s hs f | |
| lemma projection_idempotent (f : Lp ℝ 2 ν) : | |
| projection s hs (projection s hs f) = projection s hs f := by | |
| exact congrArg (extension s hs) (restriction_extension s hs (restriction s f)) | |
| lemma projection_symmetric (f g : Lp ℝ 2 ν) : | |
| inner ℝ (projection s hs f) g = inner ℝ f (projection s hs g) := by | |
| change inner ℝ (extension s hs (restriction s f)) g = | |
| inner ℝ f (extension s hs (restriction s g)) | |
| calc | |
| _ = inner ℝ (restriction s f) (restriction s g) := extension_inner s hs _ _ | |
| _ = inner ℝ (restriction s g) (restriction s f) := real_inner_comm _ _ | |
| _ = inner ℝ (extension s hs (restriction s g)) f := (extension_inner s hs _ _).symm | |
| _ = _ := real_inner_comm _ _ | |
| end StrictHotSpots.L2Cutoff | |
| end L2CutoffLayer | |
| section CutoffConvergenceLayer | |
| noncomputable section | |
| open MeasureTheory Set Filter | |
| open scoped ENNReal Topology InnerProductSpace | |
| namespace StrictHotSpots.L2Cutoff | |
| variable {X : Type*} [MeasurableSpace X] {ν : Measure X} | |
| lemma projection_tendsto (s : ℕ → Set X) (hs : ∀ n, MeasurableSet (s n)) | |
| (hex : ∀ᵐ x ∂ν, ∀ᶠ n in atTop, x ∈ s n) (f : Lp ℝ 2 ν) : | |
| Tendsto (fun n => projection (s n) (hs n) f) atTop (𝓝 f) := by | |
| let hf : ∀ n, MemLp ((s n).indicator f) 2 ν := | |
| fun n => (Lp.memLp f).indicator (hs n) | |
| have ht := L2Limits.tendsto_toLp_of_dominated hf (Lp.memLp f) (Lp.memLp f).norm | |
| (Eventually.of_forall fun n => Eventually.of_forall fun x => by | |
| by_cases hx : x ∈ s n <;> simp [hx]) | |
| (by | |
| filter_upwards [hex] with x hx | |
| apply tendsto_const_nhds.congr' | |
| filter_upwards [hx] with n hn | |
| simp [hn]) | |
| have he (n : ℕ) : projection (s n) (hs n) f = (hf n).toLp _ := | |
| Lp.ext ((projection_ae (s n) (hs n) f).trans (hf n).coeFn_toLp.symm) | |
| simpa only [← he, Lp.toLp_coeFn] using ht | |
| end StrictHotSpots.L2Cutoff | |
| namespace StrictHotSpots.BanachResolvent | |
| variable {E : Type*} [NormedAddCommGroup E] [NormedSpace ℝ E] | |
| lemma bounded_strong_tendsto_moving (Q : ℕ → E →L[ℝ] E) (A : E →L[ℝ] E) | |
| {d : ℝ} (hQ : ∀ᶠ n in atTop, ‖Q n‖ ≤ d) | |
| (hs : ∀ v, Tendsto (fun n => Q n v) atTop (𝓝 (A v))) | |
| {v : ℕ → E} {w : E} (hv : Tendsto v atTop (𝓝 w)) : | |
| Tendsto (fun n => Q n (v n)) atTop (𝓝 (A w)) := by | |
| have hz : Tendsto (fun n => Q n (v n-w)) atTop (𝓝 0) := by | |
| have hb : Tendsto (fun n => d * ‖v n-w‖) atTop (𝓝 0) := by | |
| simpa using (hv.sub_const w).norm.const_mul d | |
| apply squeeze_zero_norm' _ hb | |
| filter_upwards [hQ] with n hn | |
| exact (ContinuousLinearMap.le_opNorm _ _).trans | |
| (mul_le_mul_of_nonneg_right hn (norm_nonneg _)) | |
| simpa only [map_sub, sub_add_cancel, zero_add] using hz.add (hs w) | |
| lemma compression_norm_le (T P : E →L[ℝ] E) (hP : ‖P‖ ≤ 1) : | |
| ‖P.comp (T.comp P)‖ ≤ ‖T‖ := by | |
| calc | |
| _ ≤ ‖P‖ * (‖T‖ * ‖P‖) := (ContinuousLinearMap.opNorm_comp_le _ _).trans | |
| (mul_le_mul_of_nonneg_left (ContinuousLinearMap.opNorm_comp_le _ _) (norm_nonneg _)) | |
| _ ≤ 1 * (‖T‖ * 1) := mul_le_mul hP | |
| (mul_le_mul_of_nonneg_left hP (norm_nonneg _)) | |
| (mul_nonneg (norm_nonneg _) (norm_nonneg _)) (by norm_num) | |
| _ = ‖T‖ := by ring | |
| lemma compression_strong_tendsto (T : E →L[ℝ] E) (P : ℕ → E →L[ℝ] E) | |
| (hP : ∀ᶠ n in atTop, ‖P n‖ ≤ 1) | |
| (hs : ∀ v, Tendsto (fun n => P n v) atTop (𝓝 v)) (f : E) : | |
| Tendsto (fun n => (P n).comp (T.comp (P n)) f) atTop (𝓝 (T f)) := by | |
| exact bounded_strong_tendsto_moving P (ContinuousLinearMap.id ℝ E) hP hs | |
| (T.continuous.continuousAt.tendsto.comp (hs f)) | |
| end StrictHotSpots.BanachResolvent | |
| end | |
| end CutoffConvergenceLayer | |
| section CutoffOperatorsLayer | |
| noncomputable section | |
| open MeasureTheory Set Filter | |
| open scoped ENNReal Topology InnerProductSpace | |
| namespace StrictHotSpots.L2Cutoff | |
| variable {X : Type*} [MeasurableSpace X] {ν : Measure X} | |
| (s : Set X) (hs : MeasurableSet s) | |
| def restrictedOperator (T : Lp ℝ 2 ν →L[ℝ] Lp ℝ 2 ν) : | |
| Lp ℝ 2 (ν.restrict s) →L[ℝ] Lp ℝ 2 (ν.restrict s) := | |
| (restriction s).comp (T.comp (extension s hs)) | |
| def compressedOperator (T : Lp ℝ 2 ν →L[ℝ] Lp ℝ 2 ν) : Lp ℝ 2 ν →L[ℝ] Lp ℝ 2 ν := | |
| (projection s hs).comp (T.comp (projection s hs)) | |
| lemma restrictedOperator_norm_le (T : Lp ℝ 2 ν →L[ℝ] Lp ℝ 2 ν) : | |
| ‖restrictedOperator s hs T‖ ≤ ‖T‖ := by | |
| calc | |
| _ ≤ ‖restriction (ν := ν) s‖ * (‖T‖ * ‖extension (ν := ν) s hs‖) := | |
| (ContinuousLinearMap.opNorm_comp_le _ _).trans | |
| (mul_le_mul_of_nonneg_left (ContinuousLinearMap.opNorm_comp_le _ _) (norm_nonneg _)) | |
| _ ≤ 1 * (‖T‖ * 1) := mul_le_mul (restriction_norm_le s) | |
| (mul_le_mul_of_nonneg_left (extension_norm_le s hs) (norm_nonneg _)) | |
| (mul_nonneg (norm_nonneg _) (norm_nonneg _)) (by norm_num) | |
| _ = ‖T‖ := by ring | |
| lemma compressedOperator_norm_le (T : Lp ℝ 2 ν →L[ℝ] Lp ℝ 2 ν) : | |
| ‖compressedOperator s hs T‖ ≤ ‖T‖ := | |
| BanachResolvent.compression_norm_le T (projection s hs) (projection_norm_le s hs) | |
| lemma extension_intertwine (T : Lp ℝ 2 ν →L[ℝ] Lp ℝ 2 ν) (f : Lp ℝ 2 (ν.restrict s)) : | |
| extension s hs (restrictedOperator s hs T f) = | |
| compressedOperator s hs T (extension s hs f) := by | |
| change extension s hs (restriction s (T (extension s hs f))) = | |
| extension s hs (restriction s (T (extension s hs (restriction s (extension s hs f))))) | |
| rw [restriction_extension] | |
| lemma resolvent_extension (T : Lp ℝ 2 ν →L[ℝ] Lp ℝ 2 ν) (hT : ‖T‖ < 1) | |
| (f : Lp ℝ 2 (ν.restrict s)) : | |
| BanachResolvent.resolvent (compressedOperator s hs T) (extension s hs f) = | |
| extension s hs (BanachResolvent.resolvent (restrictedOperator s hs T) f) := by | |
| symm | |
| apply BanachResolvent.resolvent_solution _ ((compressedOperator_norm_le s hs T).trans_lt hT) | |
| rw [← extension_intertwine, ← map_sub] | |
| congr 1 | |
| exact congrArg (fun A : Lp ℝ 2 (ν.restrict s) →L[ℝ] Lp ℝ 2 (ν.restrict s) => A f) | |
| (BanachResolvent.resolvent_left _ ((restrictedOperator_norm_le s hs T).trans_lt hT)) | |
| lemma resolvent_inner_extension (T : Lp ℝ 2 ν →L[ℝ] Lp ℝ 2 ν) (hT : ‖T‖ < 1) | |
| (f g : Lp ℝ 2 (ν.restrict s)) : | |
| inner ℝ (extension s hs f) | |
| (BanachResolvent.resolvent (compressedOperator s hs T) (extension s hs g)) = | |
| inner ℝ f (BanachResolvent.resolvent (restrictedOperator s hs T) g) := by | |
| rw [resolvent_extension s hs T hT, extension_inner_extension] | |
| end StrictHotSpots.L2Cutoff | |
| namespace StrictHotSpots.PlaneGreen | |
| open DiskH10 | |
| variable {ν : Measure Plane} {C : ℝ≥0∞} (hC : C ≠ ∞) | |
| (hν : ν ≤ C • volume.restrict disk) (s : Set Plane) | |
| include hν in | |
| lemma restrictDensity : ν.restrict s ≤ C • volume.restrict disk := | |
| Measure.restrict_le_self.trans hν | |
| lemma inclusion_restrict : inclusion hC (restrictDensity hν s) = | |
| (L2Cutoff.restriction s).comp (inclusion hC hν) := by | |
| apply ContinuousLinearMap.ext | |
| intro f | |
| apply Lp.ext | |
| filter_upwards [inclusion_ae hC (restrictDensity hν s) f, | |
| L2Cutoff.restriction_ae s (inclusion hC hν f), (inclusion_ae hC hν f).restrict] | |
| with x hx hr hi | |
| rw [hx, show ((L2Cutoff.restriction s).comp (inclusion hC hν)) f x = f x from hr.trans hi] | |
| lemma weightedIntegralOperator_restrict (hs : MeasurableSet s) : | |
| weightedIntegralOperator hC (restrictDensity hν s) = | |
| L2Cutoff.restrictedOperator s hs (weightedIntegralOperator hC hν) := by | |
| unfold weightedIntegralOperator L2Cutoff.restrictedOperator | |
| rw [inclusion_restrict hC hν s, ContinuousLinearMap.adjoint_comp, L2Cutoff.extension_eq_adjoint] | |
| simp only [ContinuousLinearMap.comp_assoc] | |
| lemma weightedValue_restrict (u : H10 diskOpen) : | |
| H10.weightedValue diskOpen hC (restrictDensity hν s) u = | |
| L2Cutoff.restriction s (H10.weightedValue diskOpen hC hν u) := by | |
| exact congrArg (fun T => T (H10.value diskOpen u)) (inclusion_restrict hC hν s) | |
| lemma subcritical_restrict {d : ℝ} | |
| (hsub : ∀ u : H10 diskOpen, ‖H10.weightedValue diskOpen hC hν u‖ ^ 2 ≤ | |
| d * ‖H10.grad diskOpen u‖ ^ 2) : | |
| ∀ u : H10 diskOpen, ‖H10.weightedValue diskOpen hC (restrictDensity hν s) u‖ ^ 2 ≤ | |
| d * ‖H10.grad diskOpen u‖ ^ 2 := by | |
| intro u | |
| rw [weightedValue_restrict hC hν s] | |
| exact (pow_le_pow_left₀ (norm_nonneg _) (L2Cutoff.restriction_norm s _) 2).trans (hsub u) | |
| lemma row_restrict (p : disk) : row hC (restrictDensity hν s) p = | |
| L2Cutoff.restriction s (row hC hν p) := by | |
| apply Lp.ext | |
| exact (column_memLp hC (restrictDensity hν s) p).coeFn_toLp.trans | |
| (((L2Cutoff.restriction_ae s (row hC hν p)).trans | |
| (column_memLp hC hν p).coeFn_toLp.restrict).symm) | |
| end StrictHotSpots.PlaneGreen | |
| end | |
| end CutoffOperatorsLayer | |
| section DiskCutoffLayer | |
| noncomputable section | |
| open MeasureTheory Set Filter Metric | |
| open scoped ENNReal Topology InnerProductSpace | |
| namespace StrictHotSpots.PlaneGreen | |
| open DiskH10 | |
| def cutoffRadius (n : ℕ) : ℝ := 1 - 1 / ((n : ℝ) + 1) | |
| def cutoffSet (n : ℕ) : Set Plane := closedBall 0 (cutoffRadius n) | |
| lemma cutoffRadius_nonneg (n : ℕ) : 0 ≤ cutoffRadius n := by | |
| unfold cutoffRadius | |
| have hn : 1 ≤ (n : ℝ) + 1 := by linarith [Nat.cast_nonneg (α := ℝ) n] | |
| have hh : 1 / ((n : ℝ) + 1) ≤ 1 := (div_le_one (by positivity)).2 hn | |
| linarith | |
| lemma cutoffRadius_lt_one (n : ℕ) : cutoffRadius n < 1 := by | |
| unfold cutoffRadius | |
| exact sub_lt_self _ (one_div_pos.mpr (by positivity)) | |
| lemma cutoffRadius_tendsto : Tendsto cutoffRadius atTop (𝓝 1) := by | |
| change Tendsto (fun n : ℕ => 1 - 1 / ((n : ℝ) + 1)) atTop (𝓝 1) | |
| simpa only [sub_zero] using | |
| ((tendsto_const_nhds (x := (1:ℝ))).sub (tendsto_one_div_add_atTop_nhds_zero_nat (𝕜 := ℝ))) | |
| lemma cutoffSet_compact (n : ℕ) : IsCompact (cutoffSet n) := isCompact_closedBall _ _ | |
| lemma cutoffSet_measurable (n : ℕ) : MeasurableSet (cutoffSet n) := measurableSet_closedBall | |
| lemma cutoffSet_subset (n : ℕ) : cutoffSet n ⊆ disk := by | |
| intro x hx | |
| simpa [disk] using (show ‖x‖ ≤ cutoffRadius n by simpa [cutoffSet] using hx).trans_lt | |
| (cutoffRadius_lt_one n) | |
| lemma eventually_mem_cutoffSet (x : Plane) (hx : x ∈ disk) : | |
| ∀ᶠ n in atTop, x ∈ cutoffSet n := by | |
| have ht := cutoffRadius_tendsto.eventually (eventually_gt_nhds (show ‖x‖ < 1 by simpa [disk] using hx)) | |
| filter_upwards [ht] with n hn | |
| simpa [cutoffSet] using hn.le | |
| variable {ν : Measure Plane} {C : ℝ≥0∞} (hC : C ≠ ∞) | |
| (hν : ν ≤ C • volume.restrict disk) | |
| include hν in | |
| lemma ae_eventually_mem_cutoffSet : ∀ᵐ x ∂ν, ∀ᶠ n in atTop, x ∈ cutoffSet n := by | |
| filter_upwards [ae_mem_disk hν] with x hx | |
| exact eventually_mem_cutoffSet x hx | |
| include hν in | |
| lemma cutoffProjection_tendsto (f : Lp ℝ 2 ν) : | |
| Tendsto (fun n => L2Cutoff.projection (cutoffSet n) (cutoffSet_measurable n) f) | |
| atTop (𝓝 f) := | |
| L2Cutoff.projection_tendsto cutoffSet cutoffSet_measurable (ae_eventually_mem_cutoffSet hν) f | |
| include hν in | |
| lemma cutoff_integral_tendsto {f : Plane → ℝ} (hf : Integrable f ν) : | |
| Tendsto (fun n => ∫ x in cutoffSet n, f x ∂ν) atTop (𝓝 (∫ x, f x ∂ν)) := by | |
| have hm : ∀ n, AEStronglyMeasurable ((cutoffSet n).indicator f) ν := | |
| fun n => hf.aestronglyMeasurable.indicator (cutoffSet_measurable n) | |
| have ht := tendsto_integral_filter_of_dominated_convergence (f := f) (fun x => ‖f x‖) | |
| (Eventually.of_forall hm) | |
| (Eventually.of_forall fun n => Eventually.of_forall fun x => by | |
| by_cases hx : x ∈ cutoffSet n <;> simp [hx]) hf.norm | |
| (by | |
| filter_upwards [ae_eventually_mem_cutoffSet hν] with x hx | |
| apply tendsto_const_nhds.congr' | |
| filter_upwards [hx] with n hn | |
| simp [hn]) | |
| simpa only [integral_indicator (cutoffSet_measurable _)] using ht | |
| include hν in | |
| lemma smoothedPoisson_nonneg (s : Boundary) {x : Plane} (hx : x ∈ disk) : | |
| 0 ≤ smoothedPoisson (ν := ν) s x := by | |
| apply integral_nonneg_of_ae | |
| filter_upwards [ae_mem_disk hν] with y hy | |
| exact mul_nonneg (kernel_nonneg hx hy) (poisson_nonneg s ⟨y,hy⟩) | |
| include hC hν in | |
| lemma smoothedPoisson_restrict_le (s : Boundary) (E : Set Plane) {x : Plane} (hx : x ∈ disk) : | |
| smoothedPoisson (ν := ν.restrict E) s x ≤ smoothedPoisson (ν := ν) s x := by | |
| apply setIntegral_le_integral (product_green_poisson_integrable hC hν x hx s) | |
| filter_upwards [ae_mem_disk hν] with y hy | |
| exact mul_nonneg (kernel_nonneg hx hy) (poisson_nonneg s ⟨y,hy⟩) | |
| include hC hν in | |
| lemma smoothedPoisson_full_memLp [IsFiniteMeasure ν] (s : Boundary) (E : Set Plane) : | |
| MemLp (smoothedPoisson (ν := ν.restrict E) s) 2 ν := by | |
| obtain ⟨B,_,hB⟩ := green_poisson_uniform_bound hC hν | |
| apply MemLp.of_bound (smoothedPoisson_measurable s).aestronglyMeasurable B | |
| filter_upwards [ae_mem_disk hν] with x hx | |
| rw [Real.norm_of_nonneg (smoothedPoisson_nonneg (restrictDensity hν E) s hx)] | |
| exact (smoothedPoisson_restrict_le hC hν s E hx).trans | |
| (le_abs_self _ |>.trans (hB x hx s)) | |
| include hC hν in | |
| lemma smoothedPoisson_cutoff_tendsto (s : Boundary) {x : Plane} (hx : x ∈ disk) : | |
| Tendsto (fun n => smoothedPoisson (ν := ν.restrict (cutoffSet n)) s x) | |
| atTop (𝓝 (smoothedPoisson (ν := ν) s x)) := | |
| cutoff_integral_tendsto hν (product_green_poisson_integrable hC hν x hx s) | |
| lemma smoothedPoisson_cutoff_L2_tendsto [IsFiniteMeasure ν] (s : Boundary) : | |
| Tendsto (fun n => (smoothedPoisson_full_memLp hC hν s (cutoffSet n)).toLp | |
| (smoothedPoisson (ν := ν.restrict (cutoffSet n)) s)) atTop | |
| (𝓝 ((smoothedPoisson_memLp hC hν s).toLp (smoothedPoisson (ν := ν) s))) := by | |
| apply L2Limits.tendsto_toLp_of_dominated | |
| (fun n => smoothedPoisson_full_memLp hC hν s (cutoffSet n)) | |
| (smoothedPoisson_memLp hC hν s) (smoothedPoisson_memLp hC hν s) | |
| · apply Eventually.of_forall | |
| intro n | |
| filter_upwards [ae_mem_disk hν] with x hx | |
| rw [Real.norm_of_nonneg (smoothedPoisson_nonneg (restrictDensity hν (cutoffSet n)) s hx)] | |
| exact smoothedPoisson_restrict_le hC hν s (cutoffSet n) hx | |
| · filter_upwards [ae_mem_disk hν] with x hx | |
| exact smoothedPoisson_cutoff_tendsto hC hν s hx | |
| end StrictHotSpots.PlaneGreen | |
| end | |
| end DiskCutoffLayer | |
| section FullBoundaryKernelLayer | |
| noncomputable section | |
| open MeasureTheory Set Filter Metric | |
| open scoped ENNReal Topology InnerProductSpace | |
| namespace StrictHotSpots.BanachResolvent | |
| variable {H : Type*} [NormedAddCommGroup H] [InnerProductSpace ℝ H] [CompleteSpace H] | |
| lemma apply_eq_add (T : H →L[ℝ] H) (hT : ‖T‖ < 1) (f : H) : | |
| resolvent T f = f + resolvent T (T f) := by | |
| have he := congrArg (fun A : H →L[ℝ] H => A f) (resolvent_right T hT) | |
| have hh : resolvent T f - resolvent T (T f) = f := by | |
| simpa only [mul_apply_eq_comp, sub_apply, | |
| one_apply_eq_self, map_sub] using he | |
| exact sub_eq_iff_eq_add.mp hh | |
| lemma apply_eq_add_left (T : H →L[ℝ] H) (hT : ‖T‖ < 1) (f : H) : | |
| resolvent T f = f + T (resolvent T f) := by | |
| have he := congrArg (fun A : H →L[ℝ] H => A f) (resolvent_left T hT) | |
| have hh : resolvent T f - T (resolvent T f) = f := by | |
| simpa only [mul_apply_eq_comp, sub_apply, | |
| one_apply_eq_self] using he | |
| exact sub_eq_iff_eq_add.mp hh | |
| lemma inner_two_terms (T : H →L[ℝ] H) (hT : ‖T‖ < 1) | |
| (hsym : ∀ f g, inner ℝ (T f) g = inner ℝ f (T g)) (f g : H) : | |
| inner ℝ f (resolvent T g) = inner ℝ f g + inner ℝ f (T g) + | |
| inner ℝ (T f) (resolvent T (T g)) := by | |
| have h1 := congrArg (fun v => inner ℝ f v) (apply_eq_add T hT g) | |
| have h2 := congrArg (fun v => inner ℝ f v) (apply_eq_add_left T hT (T g)) | |
| rw [inner_add_right] at h1 h2 | |
| rw [← hsym f (resolvent T (T g))] at h2 | |
| rw [h1, h2] | |
| ring | |
| end StrictHotSpots.BanachResolvent | |
| namespace StrictHotSpots.PlaneGreen | |
| open DiskH10 | |
| variable {ν : Measure Plane} [IsFiniteMeasure ν] {C : ℝ≥0∞} | |
| (hC : C ≠ ∞) (hν : ν ≤ C • volume.restrict disk) | |
| def smoothedRow (s : Boundary) : Lp ℝ 2 ν := | |
| (smoothedPoisson_memLp hC hν s).toLp (smoothedPoisson (ν := ν) s) | |
| def cutoffSmoothedRow (n : ℕ) (s : Boundary) : Lp ℝ 2 ν := | |
| (smoothedPoisson_full_memLp hC hν s (cutoffSet n)).toLp | |
| (smoothedPoisson (ν := ν.restrict (cutoffSet n)) s) | |
| omit [IsFiniteMeasure ν] in | |
| lemma cutoff_ae_norm (n : ℕ) : ∀ᵐ x ∂ν.restrict (cutoffSet n), ‖x‖ ≤ cutoffRadius n := by | |
| filter_upwards [ae_restrict_mem (cutoffSet_measurable n)] with x hx | |
| simpa [cutoffSet] using hx | |
| lemma compactSmoothedRow_eq (n : ℕ) (s : Boundary) : | |
| weightedIntegralOperator hC (restrictDensity hν (cutoffSet n)) | |
| (poissonRow (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) s) = | |
| L2Cutoff.restriction (cutoffSet n) (cutoffSmoothedRow hC hν n s) := by | |
| apply Lp.ext | |
| filter_upwards [weightedIntegralOperator_ae hC (restrictDensity hν (cutoffSet n)) | |
| (poissonRow (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) s), | |
| L2Cutoff.restriction_ae (cutoffSet n) (cutoffSmoothedRow hC hν n s), | |
| ((smoothedPoisson_full_memLp hC hν s (cutoffSet n)).coeFn_toLp).restrict] with x hx hr hs | |
| rw [hx,hr,show cutoffSmoothedRow hC hν n s x = | |
| smoothedPoisson (ν := ν.restrict (cutoffSet n)) s x from hs] | |
| apply integral_congr_ae | |
| filter_upwards [(poisson_memLp (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) s).coeFn_toLp] | |
| with y hy | |
| rw [show poissonRow (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) s y = poisson s y from hy] | |
| lemma extendedSmoothedRow_tendsto (s : Boundary) : | |
| Tendsto (fun n => L2Cutoff.projection (cutoffSet n) (cutoffSet_measurable n) | |
| (cutoffSmoothedRow hC hν n s)) atTop (𝓝 (smoothedRow hC hν s)) := by | |
| apply BanachResolvent.bounded_strong_tendsto_moving | |
| (fun n => L2Cutoff.projection (cutoffSet n) (cutoffSet_measurable n)) | |
| (ContinuousLinearMap.id ℝ (Lp ℝ 2 ν)) | |
| (Eventually.of_forall fun n => L2Cutoff.projection_norm_le _ _) | |
| (cutoffProjection_tendsto hν) | |
| exact smoothedPoisson_cutoff_L2_tendsto hC hν s | |
| def fullBoundaryK (p : disk) (s : Boundary) : ℝ := poisson s p + smoothedPoisson (ν := ν) s p + | |
| inner ℝ (row hC hν p) (BanachResolvent.resolvent (weightedIntegralOperator hC hν) | |
| (smoothedRow hC hν s)) | |
| def fullBoundaryN (s t : Boundary) : ℝ := boundaryInteraction s t + | |
| (∫ x, poisson s x * poisson t x ∂ν) + | |
| (∫ x, poisson s x * smoothedPoisson (ν := ν) t x ∂ν) + | |
| inner ℝ (smoothedRow hC hν s) (BanachResolvent.resolvent (weightedIntegralOperator hC hν) | |
| (smoothedRow hC hν t)) | |
| lemma smoothedRow_nonneg (s : Boundary) : 0 ≤ smoothedRow hC hν s := by | |
| apply (Lp.coeFn_nonneg _).mp | |
| filter_upwards [(smoothedPoisson_memLp hC hν s).coeFn_toLp, ae_mem_disk hν] with x hx hxd | |
| rw [show smoothedRow hC hν s x = smoothedPoisson (ν := ν) s x from hx] | |
| exact smoothedPoisson_nonneg hν s hxd | |
| lemma fullBoundaryK_pos (hT : ‖weightedIntegralOperator hC hν‖ < 1) (p : disk) (s : Boundary) : | |
| 0 < fullBoundaryK hC hν p s := by | |
| apply add_pos_of_pos_of_nonneg | |
| · exact add_pos_of_pos_of_nonneg (poisson_pos s p) (smoothedPoisson_nonneg hν s p.property) | |
| · apply L2Limits.inner_nonneg (row_nonneg hC hν p) | |
| exact BanachResolvent.resolvent_nonneg _ hT (weightedIntegralOperator_order_nonneg hC hν) | |
| (smoothedRow_nonneg hC hν s) | |
| lemma fullBoundaryN_pos (hT : ‖weightedIntegralOperator hC hν‖ < 1) (s t : Boundary) (hst : s ≠ t) : | |
| 0 < fullBoundaryN hC hν s t := by | |
| apply add_pos_of_pos_of_nonneg | |
| · apply add_pos_of_pos_of_nonneg | |
| · apply add_pos_of_pos_of_nonneg (boundaryInteraction_pos s t hst) | |
| apply integral_nonneg_of_ae | |
| filter_upwards [ae_mem_disk hν] with x hx | |
| exact mul_nonneg (poisson_nonneg s ⟨x,hx⟩) (poisson_nonneg t ⟨x,hx⟩) | |
| · apply integral_nonneg_of_ae | |
| filter_upwards [ae_mem_disk hν] with x hx | |
| exact mul_nonneg (poisson_nonneg s ⟨x,hx⟩) (smoothedPoisson_nonneg hν t hx) | |
| · apply L2Limits.inner_nonneg (smoothedRow_nonneg hC hν s) | |
| exact BanachResolvent.resolvent_nonneg _ hT (weightedIntegralOperator_order_nonneg hC hν) | |
| (smoothedRow_nonneg hC hν t) | |
| end StrictHotSpots.PlaneGreen | |
| end | |
| end FullBoundaryKernelLayer | |
| section PoissonProductsLayer | |
| noncomputable section | |
| open MeasureTheory Set Filter Metric | |
| open scoped ENNReal Topology InnerProductSpace | |
| namespace StrictHotSpots.PlaneGreen | |
| open DiskH10 | |
| lemma poisson_measurable (s : Boundary) : Measurable (poisson s) := by | |
| unfold poisson DiskFormula.poisson | |
| fun_prop | |
| lemma poisson_invnorm_bound (s : Boundary) {x : Plane} (hx : x ∈ disk) : | |
| poisson s x ≤ Real.pi⁻¹ * ‖(s : Plane)-x‖⁻¹ := by | |
| have hh := DiskFormula.poisson_invnorm_bound (complexIso.symm s) (complexIso.symm x) | |
| (by simpa using s.property) (by simpa [disk] using hx) | |
| simpa only [poisson, ← map_sub, LinearIsometryEquiv.norm_map] using hh | |
| lemma poisson_product_bound (s t : Boundary) (hst : s ≠ t) : ∃ A : ℝ, 0 ≤ A ∧ | |
| ∀ x ∈ disk, poisson s x * poisson t x ≤ A * (poisson s x + poisson t x) := by | |
| let D : ℝ := ‖(s : Plane)-(t : Plane)‖ / 2 | |
| have hD : 0 < D := div_pos (norm_pos_iff.mpr (sub_ne_zero.mpr | |
| (fun h => hst (Subtype.ext h)))) (by norm_num) | |
| let A : ℝ := Real.pi⁻¹ * D⁻¹ | |
| refine ⟨A, mul_nonneg (inv_nonneg.mpr Real.pi_pos.le) (inv_nonneg.mpr hD.le), fun x hx => ?_⟩ | |
| have hdist : 2*D ≤ ‖(s : Plane)-x‖ + ‖(t : Plane)-x‖ := by | |
| have hh := norm_add_le ((s : Plane)-x) (x-(t : Plane)) | |
| have he : (s : Plane)-x+(x-(t : Plane)) = (s : Plane)-(t : Plane) := by abel | |
| rw [he, norm_sub_rev x (t : Plane)] at hh | |
| dsimp [D] | |
| linarith | |
| have hb (v : Boundary) (hv : D ≤ ‖(v : Plane)-x‖) : poisson v x ≤ A := by | |
| apply (poisson_invnorm_bound v hx).trans | |
| exact mul_le_mul_of_nonneg_left | |
| (by simpa only [one_div] using one_div_le_one_div_of_le hD hv) (inv_nonneg.mpr Real.pi_pos.le) | |
| have hs := poisson_nonneg s ⟨x,hx⟩ | |
| have ht := poisson_nonneg t ⟨x,hx⟩ | |
| by_cases hd : D ≤ ‖(s : Plane)-x‖ | |
| · have h1 := mul_le_mul_of_nonneg_right (hb s hd) ht | |
| have h2 : A * poisson t x ≤ A * (poisson s x + poisson t x) := | |
| mul_le_mul_of_nonneg_left (by linarith) (by dsimp [A]; positivity) | |
| exact h1.trans h2 | |
| · have h1 := mul_le_mul_of_nonneg_left (hb t (by linarith)) hs | |
| have h2 : poisson s x * A ≤ A * (poisson s x + poisson t x) := by | |
| have hA : 0 ≤ A := by dsimp [A]; positivity | |
| nlinarith | |
| exact h1.trans h2 | |
| variable {ν : Measure Plane} [IsFiniteMeasure ν] {C : ℝ≥0∞} | |
| (hC : C ≠ ∞) (hν : ν ≤ C • volume.restrict disk) | |
| include hC hν in | |
| lemma poisson_integrable (s : Boundary) : Integrable (poisson s) ν := | |
| (poisson_memLp_three_halves_weighted hC hν s).integrable (by rw [ENNReal.le_div_iff_mul_le (by norm_num) (by norm_num)]; norm_num) | |
| include hC hν in | |
| lemma poisson_product_integrable (s t : Boundary) (hst : s ≠ t) : | |
| Integrable (fun x => poisson s x * poisson t x) ν := by | |
| obtain ⟨A,_,hA⟩ := poisson_product_bound s t hst | |
| apply (((poisson_integrable hC hν s).add (poisson_integrable hC hν t)).const_mul A).mono' | |
| ((poisson_measurable s).mul (poisson_measurable t)).aestronglyMeasurable | |
| filter_upwards [ae_mem_disk hν] with x hx | |
| change ‖poisson s x * poisson t x‖ ≤ A * (poisson s x + poisson t x) | |
| rw [Real.norm_of_nonneg (mul_nonneg (poisson_nonneg s ⟨x,hx⟩) (poisson_nonneg t ⟨x,hx⟩))] | |
| exact hA x hx | |
| include hC hν in | |
| lemma poisson_smoothed_integrable (s t : Boundary) : | |
| Integrable (fun x => poisson s x * smoothedPoisson (ν := ν) t x) ν := by | |
| obtain ⟨B,_,hB⟩ := green_poisson_uniform_bound hC hν | |
| apply ((poisson_integrable hC hν s).norm.mul_const B).mono' | |
| ((poisson_measurable s).mul (smoothedPoisson_measurable t)).aestronglyMeasurable | |
| filter_upwards [ae_mem_disk hν] with x hx | |
| change ‖poisson s x * smoothedPoisson (ν := ν) t x‖ ≤ ‖poisson s x‖ * B | |
| rw [norm_mul] | |
| exact mul_le_mul_of_nonneg_left (hB x hx t) (norm_nonneg _) | |
| include hC hν in | |
| lemma poisson_smoothed_cutoff_tendsto (s t : Boundary) : | |
| Tendsto (fun n => ∫ x in cutoffSet n, poisson s x * | |
| smoothedPoisson (ν := ν.restrict (cutoffSet n)) t x ∂ν) atTop | |
| (𝓝 (∫ x, poisson s x * smoothedPoisson (ν := ν) t x ∂ν)) := by | |
| obtain ⟨B,_,hB⟩ := green_poisson_uniform_bound hC hν | |
| let f (n : ℕ) (x : Plane) := (cutoffSet n).indicator (fun x => poisson s x * | |
| smoothedPoisson (ν := ν.restrict (cutoffSet n)) t x) x | |
| have hm n : AEStronglyMeasurable (f n) ν := | |
| (((poisson_measurable s).mul (smoothedPoisson_measurable t)).indicator | |
| (cutoffSet_measurable n)).aestronglyMeasurable | |
| have hd n : ∀ᵐ x ∂ν, ‖f n x‖ ≤ ‖poisson s x‖ * B := by | |
| filter_upwards [ae_mem_disk hν] with x hx | |
| by_cases he : x ∈ cutoffSet n | |
| · dsimp only [f] | |
| rw [indicator_of_mem he, norm_mul] | |
| apply mul_le_mul_of_nonneg_left _ (norm_nonneg _) | |
| rw [Real.norm_of_nonneg (smoothedPoisson_nonneg (restrictDensity hν (cutoffSet n)) t hx)] | |
| exact (smoothedPoisson_restrict_le hC hν t (cutoffSet n) hx).trans | |
| (le_abs_self _ |>.trans (hB x hx t)) | |
| · simp only [f, indicator_of_notMem he, norm_zero] | |
| exact mul_nonneg (norm_nonneg _) (norm_nonneg _ |>.trans (hB x hx t)) | |
| have hl : ∀ᵐ x ∂ν, Tendsto (fun n => f n x) atTop | |
| (𝓝 (poisson s x * smoothedPoisson (ν := ν) t x)) := by | |
| filter_upwards [ae_mem_disk hν, ae_eventually_mem_cutoffSet hν] with x hx he | |
| apply ((smoothedPoisson_cutoff_tendsto hC hν t hx).const_mul (poisson s x)).congr' | |
| filter_upwards [he] with n hn | |
| simp [f,hn] | |
| have hh := tendsto_integral_filter_of_dominated_convergence (fun x => ‖poisson s x‖ * B) | |
| (Eventually.of_forall hm) (Eventually.of_forall hd) | |
| ((poisson_integrable hC hν s).norm.mul_const B) hl | |
| simpa only [f, integral_indicator (cutoffSet_measurable _)] using hh | |
| end StrictHotSpots.PlaneGreen | |
| end | |
| end PoissonProductsLayer | |
| section CutoffBoundaryLimitsLayer | |
| noncomputable section | |
| open MeasureTheory Set Filter Metric | |
| open scoped ENNReal Topology InnerProductSpace | |
| namespace StrictHotSpots.PlaneGreen | |
| open DiskH10 | |
| variable {ν : Measure Plane} [IsFiniteMeasure ν] {C : ℝ≥0∞} | |
| (hC : C ≠ ∞) (hν : ν ≤ C • volume.restrict disk) | |
| abbrev cutoffOperator (n : ℕ) : Lp ℝ 2 ν →L[ℝ] Lp ℝ 2 ν := | |
| L2Cutoff.compressedOperator (cutoffSet n) (cutoffSet_measurable n) (weightedIntegralOperator hC hν) | |
| abbrev cutoffK (n : ℕ) (p : disk) (s : Boundary) : ℝ := | |
| boundaryK (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) hC | |
| (restrictDensity hν (cutoffSet n)) p s | |
| abbrev cutoffN (n : ℕ) (s t : Boundary) : ℝ := | |
| boundaryN (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) hC | |
| (restrictDensity hν (cutoffSet n)) s t | |
| lemma cutoff_row_inner (n : ℕ) (p : disk) (s : Boundary) : | |
| inner ℝ (row hC (restrictDensity hν (cutoffSet n)) p) | |
| (poissonRow (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) s) = | |
| smoothedPoisson (ν := ν.restrict (cutoffSet n)) s p := by | |
| rw [L2.inner_def] | |
| apply integral_congr_ae | |
| filter_upwards [(column_memLp hC (restrictDensity hν (cutoffSet n)) p).coeFn_toLp, | |
| (poisson_memLp (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) s).coeFn_toLp] with x hx hs | |
| change poissonRow _ _ s x * row hC _ p x = _ | |
| rw [show row hC (restrictDensity hν (cutoffSet n)) p x = kernel x p from hx, | |
| show poissonRow (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) s x = poisson s x from hs, | |
| kernel_symm, mul_comm] | |
| lemma cutoff_poisson_inner (n : ℕ) (s t : Boundary) : | |
| inner ℝ (poissonRow (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) s) | |
| (poissonRow (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) t) = | |
| ∫ x in cutoffSet n, poisson s x * poisson t x ∂ν := | |
| (MeasurableL2Kernel.integral_mul_eq_inner | |
| (poisson_memLp (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) s) | |
| (poisson_memLp (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) t)).symm | |
| lemma cutoff_poisson_smoothed_inner (n : ℕ) (s t : Boundary) : | |
| inner ℝ (poissonRow (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) s) | |
| (weightedIntegralOperator hC (restrictDensity hν (cutoffSet n)) | |
| (poissonRow (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) t)) = | |
| ∫ x in cutoffSet n, poisson s x * | |
| smoothedPoisson (ν := ν.restrict (cutoffSet n)) t x ∂ν := by | |
| rw [compactSmoothedRow_eq hC hν, L2.inner_def] | |
| apply integral_congr_ae | |
| filter_upwards [(poisson_memLp (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) s).coeFn_toLp, | |
| L2Cutoff.restriction_ae (cutoffSet n) (cutoffSmoothedRow hC hν n t), | |
| ((smoothedPoisson_full_memLp hC hν t (cutoffSet n)).coeFn_toLp).restrict] with x hs hr ht | |
| change L2Cutoff.restriction (cutoffSet n) (cutoffSmoothedRow hC hν n t) x * | |
| poissonRow _ _ s x = _ | |
| rw [hr,show cutoffSmoothedRow hC hν n t x = | |
| smoothedPoisson (ν := ν.restrict (cutoffSet n)) t x from ht, | |
| show poissonRow (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) s x = poisson s x from hs, | |
| mul_comm] | |
| lemma cutoffK_expansion (hT : ‖weightedIntegralOperator hC hν‖ < 1) | |
| (n : ℕ) (p : disk) (s : Boundary) : | |
| cutoffK hC hν n p s = poisson s p + smoothedPoisson (ν := ν.restrict (cutoffSet n)) s p + | |
| inner ℝ (L2Cutoff.projection (cutoffSet n) (cutoffSet_measurable n) (row hC hν p)) | |
| (BanachResolvent.resolvent (cutoffOperator hC hν n) | |
| (L2Cutoff.projection (cutoffSet n) (cutoffSet_measurable n) (cutoffSmoothedRow hC hν n s))) := by | |
| have hn : ‖weightedIntegralOperator hC (restrictDensity hν (cutoffSet n))‖ < 1 := by | |
| rw [weightedIntegralOperator_restrict hC hν _ (cutoffSet_measurable n)] | |
| exact (L2Cutoff.restrictedOperator_norm_le _ _ _).trans_lt hT | |
| have he := L2Cutoff.resolvent_inner_extension (cutoffSet n) (cutoffSet_measurable n) | |
| (weightedIntegralOperator hC hν) hT (row hC (restrictDensity hν (cutoffSet n)) p) | |
| (weightedIntegralOperator hC (restrictDensity hν (cutoffSet n)) | |
| (poissonRow (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) s)) | |
| rw [← weightedIntegralOperator_restrict hC hν _ (cutoffSet_measurable n)] at he | |
| rw [row_restrict hC hν, compactSmoothedRow_eq hC hν] at he | |
| change inner ℝ (L2Cutoff.projection (cutoffSet n) (cutoffSet_measurable n) (row hC hν p)) | |
| (BanachResolvent.resolvent (cutoffOperator hC hν n) | |
| (L2Cutoff.projection (cutoffSet n) (cutoffSet_measurable n) (cutoffSmoothedRow hC hν n s))) = _ at he | |
| unfold cutoffK boundaryK | |
| rw [BanachResolvent.apply_eq_add _ hn, inner_add_right, cutoff_row_inner hC hν] | |
| rw [compactSmoothedRow_eq hC hν, row_restrict hC hν] | |
| rw [← he] | |
| ring | |
| lemma cutoffN_expansion (hT : ‖weightedIntegralOperator hC hν‖ < 1) | |
| (n : ℕ) (s t : Boundary) : | |
| cutoffN hC hν n s t = boundaryInteraction s t + | |
| (∫ x in cutoffSet n, poisson s x * poisson t x ∂ν) + | |
| (∫ x in cutoffSet n, poisson s x * smoothedPoisson (ν := ν.restrict (cutoffSet n)) t x ∂ν) + | |
| inner ℝ (L2Cutoff.projection (cutoffSet n) (cutoffSet_measurable n) (cutoffSmoothedRow hC hν n s)) | |
| (BanachResolvent.resolvent (cutoffOperator hC hν n) | |
| (L2Cutoff.projection (cutoffSet n) (cutoffSet_measurable n) (cutoffSmoothedRow hC hν n t))) := by | |
| have hn : ‖weightedIntegralOperator hC (restrictDensity hν (cutoffSet n))‖ < 1 := by | |
| rw [weightedIntegralOperator_restrict hC hν _ (cutoffSet_measurable n)] | |
| exact (L2Cutoff.restrictedOperator_norm_le _ _ _).trans_lt hT | |
| have he := L2Cutoff.resolvent_inner_extension (cutoffSet n) (cutoffSet_measurable n) | |
| (weightedIntegralOperator hC hν) hT | |
| (weightedIntegralOperator hC (restrictDensity hν (cutoffSet n)) | |
| (poissonRow (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) s)) | |
| (weightedIntegralOperator hC (restrictDensity hν (cutoffSet n)) | |
| (poissonRow (cutoff_ae_norm (ν := ν) n) (cutoffRadius_lt_one n) t)) | |
| rw [← weightedIntegralOperator_restrict hC hν _ (cutoffSet_measurable n)] at he | |
| simp only [compactSmoothedRow_eq hC hν] at he | |
| change inner ℝ (L2Cutoff.projection (cutoffSet n) (cutoffSet_measurable n) (cutoffSmoothedRow hC hν n s)) | |
| (BanachResolvent.resolvent (cutoffOperator hC hν n) | |
| (L2Cutoff.projection (cutoffSet n) (cutoffSet_measurable n) (cutoffSmoothedRow hC hν n t))) = _ at he | |
| unfold cutoffN boundaryN | |
| rw [BanachResolvent.inner_two_terms _ hn (weightedIntegralOperator_symmetric hC _), | |
| cutoff_poisson_inner, cutoff_poisson_smoothed_inner hC hν] | |
| simp only [compactSmoothedRow_eq hC hν] | |
| rw [← he] | |
| ring | |
| omit [IsFiniteMeasure ν] in | |
| lemma cutoffOperator_strong_tendsto (f : Lp ℝ 2 ν) : | |
| Tendsto (fun n => cutoffOperator hC hν n f) atTop (𝓝 (weightedIntegralOperator hC hν f)) := | |
| BanachResolvent.compression_strong_tendsto _ _ | |
| (Eventually.of_forall fun n => L2Cutoff.projection_norm_le (cutoffSet n) (cutoffSet_measurable n)) (cutoffProjection_tendsto hν) f | |
| lemma cutoff_resolvent_smoothed_tendsto (hT : ‖weightedIntegralOperator hC hν‖ < 1) (s : Boundary) : | |
| Tendsto (fun n => BanachResolvent.resolvent (cutoffOperator hC hν n) | |
| (L2Cutoff.projection (cutoffSet n) (cutoffSet_measurable n) (cutoffSmoothedRow hC hν n s))) | |
| atTop (𝓝 (BanachResolvent.resolvent (weightedIntegralOperator hC hν) (smoothedRow hC hν s))) := by | |
| apply BanachResolvent.resolvent_strong_tendsto_moving _ _ hT hT | |
| (Eventually.of_forall fun n => L2Cutoff.compressedOperator_norm_le _ _ _) | |
| (cutoffOperator_strong_tendsto hC hν) | |
| exact extendedSmoothedRow_tendsto hC hν s | |
| lemma cutoffK_tendsto (hT : ‖weightedIntegralOperator hC hν‖ < 1) (p : disk) (s : Boundary) : | |
| Tendsto (fun n => cutoffK hC hν n p s) atTop (𝓝 (fullBoundaryK hC hν p s)) := by | |
| have ht := ((tendsto_const_nhds (x := poisson s p)).add | |
| (smoothedPoisson_cutoff_tendsto hC hν s p.property)).add | |
| ((cutoffProjection_tendsto hν (row hC hν p)).inner | |
| (cutoff_resolvent_smoothed_tendsto hC hν hT s)) | |
| simpa only [cutoffK_expansion hC hν hT, fullBoundaryK] using ht | |
| lemma cutoffN_tendsto (hT : ‖weightedIntegralOperator hC hν‖ < 1) (s t : Boundary) (hst : s ≠ t) : | |
| Tendsto (fun n => cutoffN hC hν n s t) atTop (𝓝 (fullBoundaryN hC hν s t)) := by | |
| have ht := (((tendsto_const_nhds (x := boundaryInteraction s t)).add | |
| (cutoff_integral_tendsto hν (poisson_product_integrable hC hν s t hst))).add | |
| (poisson_smoothed_cutoff_tendsto hC hν s t)).add | |
| ((extendedSmoothedRow_tendsto hC hν s).inner (cutoff_resolvent_smoothed_tendsto hC hν hT t)) | |
| simpa only [cutoffN_expansion hC hν hT, fullBoundaryN] using ht | |
| end StrictHotSpots.PlaneGreen | |
| end | |
| end CutoffBoundaryLimitsLayer | |
| section FullBoundaryReciprocalLayer | |
| noncomputable section | |
| open MeasureTheory Filter Set | |
| open scoped ENNReal Topology InnerProductSpace | |
| namespace StrictHotSpots.PlaneGreen | |
| open DiskH10 | |
| variable {ν : Measure Plane} [IsFiniteMeasure ν] {C : ℝ≥0∞} | |
| (hC : C ≠ ∞) (hν : ν ≤ C • volume.restrict disk) | |
| theorem boundary_reciprocal {d : ℝ} (hd0 : 0 ≤ d) (hd1 : d < 1) | |
| (hsub : ∀ u : H10 diskOpen, ‖H10.weightedValue diskOpen hC hν u‖ ^ 2 ≤ | |
| d * ‖H10.grad diskOpen u‖ ^ 2) (p : disk) | |
| {ι : Type} [Fintype ι] (s : ι → Boundary) : | |
| ReciprocalKernel.OnePositiveSquare (ReciprocalKernel.bordered | |
| (Matrix.of fun i j => if s i = s j then 0 else (fullBoundaryN hC hν (s i) (s j))⁻¹) | |
| (fun i => (fullBoundaryK hC hν p (s i))⁻¹)) := by | |
| classical | |
| have hn : ‖weightedIntegralOperator hC hν‖ < 1 := | |
| (weightedIntegralOperator_norm_le hC hν hd0 hsub).trans_lt hd1 | |
| let A (n : ℕ) := ReciprocalKernel.bordered | |
| (Matrix.of fun i j => if s i = s j then 0 else (cutoffN hC hν n (s i) (s j))⁻¹) | |
| (fun i => (cutoffK hC hν n p (s i))⁻¹) | |
| have hA n : ReciprocalKernel.OnePositiveSquare (A n) := by | |
| exact boundary_reciprocal_compact_support (cutoff_ae_norm (ν := ν) n) | |
| (cutoffRadius_lt_one n) hC (restrictDensity hν (cutoffSet n)) | |
| (cutoffSet n) (cutoffSet_compact n) (cutoffSet_subset n) | |
| (by rw [Measure.restrict_apply (cutoffSet_measurable n).compl]; simp) | |
| hd0 hd1 (subcritical_restrict hC hν (cutoffSet n) hsub) p s | |
| apply ReciprocalKernel.onePositiveSquare_of_entrywise_tendsto hA | |
| intro i j | |
| rcases i with i | i <;> rcases j with j | j | |
| · by_cases he : s i = s j | |
| · simp [A, ReciprocalKernel.bordered, he] | |
| · simpa only [A, ReciprocalKernel.bordered, Matrix.of_apply, Matrix.fromBlocks_apply₁₁, he, ite_false] using | |
| (cutoffN_tendsto hC hν hn (s i) (s j) he).inv₀ | |
| (fullBoundaryN_pos hC hν hn (s i) (s j) he).ne' | |
| · simpa only [A, ReciprocalKernel.bordered, Matrix.of_apply, Matrix.fromBlocks_apply₁₂] using | |
| (cutoffK_tendsto hC hν hn p (s i)).inv₀ (fullBoundaryK_pos hC hν hn p (s i)).ne' | |
| · simpa only [A, ReciprocalKernel.bordered, Matrix.of_apply, Matrix.fromBlocks_apply₂₁] using | |
| (cutoffK_tendsto hC hν hn p (s j)).inv₀ (fullBoundaryK_pos hC hν hn p (s j)).ne' | |
| · simp [A, ReciprocalKernel.bordered] | |
| def fullDistanceKernel (p : disk) (s t : Boundary) : ℝ := | |
| if s = t then 0 else fullBoundaryK hC hν p s * fullBoundaryK hC hν p t / | |
| fullBoundaryN hC hν s t | |
| theorem negative_kernel {d : ℝ} (hd0 : 0 ≤ d) (hd1 : d < 1) | |
| (hsub : ∀ u : H10 diskOpen, ‖H10.weightedValue diskOpen hC hν u‖ ^ 2 ≤ | |
| d * ‖H10.grad diskOpen u‖ ^ 2) (p : disk) | |
| {ι : Type} [Fintype ι] (s : ι → Boundary) : | |
| ReciprocalKernel.ConditionallyNegative (Matrix.of fun i j => | |
| fullDistanceKernel hC hν p (s i) (s j)) := by | |
| classical | |
| have hn : ‖weightedIntegralOperator hC hν‖ < 1 := | |
| (weightedIntegralOperator_norm_le hC hν hd0 hsub).trans_lt hd1 | |
| have h := ReciprocalKernel.conditionalNegative_scaled_of_bordered | |
| (fun i => fullBoundaryK hC hν p (s i)) | |
| (fun i => (fullBoundaryK_pos hC hν hn p (s i)).ne') | |
| (boundary_reciprocal hC hν hd0 hd1 hsub p s) | |
| convert h using 1 | |
| ext i j | |
| by_cases he : s i = s j | |
| · simp [fullDistanceKernel, he] | |
| · simp only [fullDistanceKernel, he, ite_false, Matrix.of_apply, div_eq_mul_inv] | |
| ring | |
| end StrictHotSpots.PlaneGreen | |
| end | |
| end FullBoundaryReciprocalLayer | |
| end FullBoundaryCombinedLayer | |
| end | |
| end DouglasLipschitzBase | |
| section DouglasLipschitzBase | |
| noncomputable section | |
| section FullBoundaryCombinedLayer | |
| section FullBoundaryEmbeddingLayer | |
| noncomputable section | |
| open MeasureTheory Set Filter | |
| open scoped ENNReal NNReal Topology InnerProductSpace | |
| namespace StrictHotSpots.PlaneGreen | |
| open DiskH10 | |
| variable {ν : Measure Plane} [IsFiniteMeasure ν] {C : ℝ≥0∞} | |
| (hC : C ≠ ∞) (hν : ν ≤ C • volume.restrict disk) | |
| lemma fullBoundaryK_bounded (p : disk) : ∃ B : ℝ, 0 ≤ B ∧ ∀ s : Boundary, | |
| fullBoundaryK hC hν p s ≤ B := by | |
| obtain ⟨B,hB,h⟩ := green_poisson_uniform_bound hC hν | |
| let M : ℝ := (measureUnivNNReal ν : ℝ) ^ (2 : ℝ≥0∞).toReal⁻¹ * B | |
| have hM : 0 ≤ M := mul_nonneg (Real.rpow_nonneg (by positivity) _) hB | |
| have hs (s : Boundary) : ‖smoothedRow hC hν s‖ ≤ M := by | |
| apply Lp.norm_le_of_ae_bound hB | |
| filter_upwards [(smoothedPoisson_memLp hC hν s).coeFn_toLp, ae_mem_disk hν] with x hx hxd | |
| rw [show smoothedRow hC hν s x = smoothedPoisson (ν := ν) s x from hx] | |
| exact h x hxd s | |
| let A : ℝ := 1 / (2 * Real.pi * (1 - ‖(p : Plane)‖) ^ 2) | |
| refine ⟨A + B + ‖row hC hν p‖ * ‖BanachResolvent.resolvent (weightedIntegralOperator hC hν)‖ * M, | |
| by dsimp [A]; positivity, fun s => ?_⟩ | |
| unfold fullBoundaryK | |
| apply add_le_add | |
| · apply add_le_add | |
| · exact DiskFormula.poisson_bounded _ _ (by simpa using s.property) | |
| (by simp) (by simpa [disk] using p.property) | |
| · exact (le_abs_self _).trans (h p p.property s) | |
| · calc | |
| _ ≤ ‖row hC hν p‖ * ‖BanachResolvent.resolvent (weightedIntegralOperator hC hν) | |
| (smoothedRow hC hν s)‖ := real_inner_le_norm _ _ | |
| _ ≤ ‖row hC hν p‖ * (‖BanachResolvent.resolvent (weightedIntegralOperator hC hν)‖ * M) := by | |
| gcongr | |
| exact (ContinuousLinearMap.le_opNorm _ _).trans (mul_le_mul_of_nonneg_left (hs s) (norm_nonneg _)) | |
| _ = _ := (mul_assoc _ _ _).symm | |
| lemma boundaryInteraction_eq_dist (s t : Boundary) : | |
| boundaryInteraction s t = 1 / (Real.pi * dist s t ^ 2) := by | |
| simp only [boundaryInteraction, DiskFormula.boundaryInteraction, ← map_sub, | |
| LinearIsometryEquiv.norm_map, Subtype.dist_eq, dist_eq_norm] | |
| lemma boundaryInteraction_le_fullBoundaryN (hT : ‖weightedIntegralOperator hC hν‖ < 1) | |
| (s t : Boundary) : boundaryInteraction s t ≤ fullBoundaryN hC hν s t := by | |
| have h1 : 0 ≤ ∫ x, poisson s x * poisson t x ∂ν := by | |
| apply integral_nonneg_of_ae | |
| filter_upwards [ae_mem_disk hν] with x hx | |
| exact mul_nonneg (poisson_nonneg s ⟨x,hx⟩) (poisson_nonneg t ⟨x,hx⟩) | |
| have h2 : 0 ≤ ∫ x, poisson s x * smoothedPoisson (ν := ν) t x ∂ν := by | |
| apply integral_nonneg_of_ae | |
| filter_upwards [ae_mem_disk hν] with x hx | |
| exact mul_nonneg (poisson_nonneg s ⟨x,hx⟩) (smoothedPoisson_nonneg hν t hx) | |
| have h3 := L2Limits.inner_nonneg (smoothedRow_nonneg hC hν s) | |
| (BanachResolvent.resolvent_nonneg _ hT (weightedIntegralOperator_order_nonneg hC hν) | |
| (smoothedRow_nonneg hC hν t)) | |
| unfold fullBoundaryN | |
| linarith | |
| lemma fullDistanceKernel_pos (hT : ‖weightedIntegralOperator hC hν‖ < 1) | |
| (p : disk) (s t : Boundary) (hst : s ≠ t) : 0 < fullDistanceKernel hC hν p s t := by | |
| rw [fullDistanceKernel, ite_eq_right hst] | |
| exact div_pos (mul_pos (fullBoundaryK_pos hC hν hT p s) (fullBoundaryK_pos hC hν hT p t)) | |
| (fullBoundaryN_pos hC hν hT s t hst) | |
| lemma fullDistanceKernel_bound (hT : ‖weightedIntegralOperator hC hν‖ < 1) | |
| (p : disk) : ∃ L : ℝ≥0, ∀ s t, fullDistanceKernel hC hν p s t ≤ (L : ℝ)^2 * dist s t ^ 2 := by | |
| obtain ⟨B,hB,hK⟩ := fullBoundaryK_bounded hC hν p | |
| let L : ℝ≥0 := ⟨Real.sqrt Real.pi * B, mul_nonneg (Real.sqrt_nonneg _) hB⟩ | |
| refine ⟨L, fun s t => ?_⟩ | |
| by_cases hst : s = t | |
| · subst t; simp [fullDistanceKernel] | |
| have hd : 0 < dist s t := dist_pos.mpr hst | |
| have hn := boundaryInteraction_le_fullBoundaryN hC hν hT s t | |
| rw [boundaryInteraction_eq_dist] at hn | |
| have hp := fullBoundaryN_pos hC hν hT s t hst | |
| have hkk : fullBoundaryK hC hν p s * fullBoundaryK hC hν p t ≤ B^2 := by | |
| exact (mul_le_mul (hK s) (hK t) (fullBoundaryK_pos hC hν hT p t).le hB).trans_eq (pow_two B).symm | |
| rw [fullDistanceKernel, ite_eq_right hst] | |
| calc | |
| _ ≤ B^2 / fullBoundaryN hC hν s t := div_le_div_of_nonneg_right hkk hp.le | |
| _ ≤ B^2 / (1 / (Real.pi * dist s t ^ 2)) := | |
| div_le_div_of_nonneg_left (sq_nonneg _) (by positivity) hn | |
| _ = (L : ℝ)^2 * dist s t ^ 2 := by | |
| change B^2 / (1 / (Real.pi * dist s t ^ 2)) = | |
| (Real.sqrt Real.pi * B)^2 * dist s t ^ 2 | |
| rw [mul_pow, Real.sq_sqrt Real.pi_pos.le] | |
| field_simp | |
| lemma fullDistanceKernel_conditionallyNegative {d : ℝ} (hd0 : 0 ≤ d) (hd1 : d < 1) | |
| (hsub : ∀ u : H10 diskOpen, ‖H10.weightedValue diskOpen hC hν u‖ ^ 2 ≤ | |
| d * ‖H10.grad diskOpen u‖ ^ 2) (p : disk) : | |
| SquaredDistanceKernel.ConditionallyNegative (Matrix.of (fullDistanceKernel hC hν p)) := by | |
| classical | |
| refine ⟨?_, fun s => by simp [fullDistanceKernel], ?_⟩ | |
| · ext s t | |
| have hh := (negative_kernel hC hν hd0 hd1 hsub p (fun b : Bool => if b then s else t)).1.apply false true | |
| simpa [Matrix.conjTranspose_apply] using hh.symm | |
| · intro c hc | |
| let a : c.support → ℝ := fun i => c i | |
| have ha : (∑ i, a i) = 0 := by | |
| change (∑ i : c.support, c i) = 0 | |
| rw [Finset.sum_coe_sort c.support (fun x : Boundary => c x)] | |
| exact hc | |
| have hh := (negative_kernel hC hν hd0 hd1 hsub p (fun i : c.support => (i : Boundary))).2 a ha | |
| simp only [ReciprocalKernel.pairing, dotProduct, Matrix.mulVec, Matrix.of_apply, | |
| Finset.mul_sum, ← mul_assoc, a] at hh | |
| have he : (∑ i : c.support, ∑ j : c.support, | |
| c i * fullDistanceKernel hC hν p i j * c j) = | |
| c.sum (fun x a => c.sum (fun y b => a * fullDistanceKernel hC hν p x y * b)) := by | |
| calc | |
| _ = ∑ i : c.support, ∑ j ∈ c.support, c i * fullDistanceKernel hC hν p i j * c j := by | |
| apply Finset.sum_congr rfl | |
| intro i _ | |
| exact Finset.sum_coe_sort c.support (fun j => c i * fullDistanceKernel hC hν p i j * c j) | |
| _ = _ := Finset.sum_coe_sort c.support (fun i => | |
| ∑ j ∈ c.support, c i * fullDistanceKernel hC hν p i j * c j) | |
| rw [he] at hh | |
| exact hh | |
| theorem full_boundary_hilbert_embedding {d : ℝ} (hd0 : 0 ≤ d) (hd1 : d < 1) | |
| (hsub : ∀ u : H10 diskOpen, ‖H10.weightedValue diskOpen hC hν u‖ ^ 2 ≤ | |
| d * ‖H10.grad diskOpen u‖ ^ 2) (p : disk) : | |
| ∃ (H : Type) (_ : NormedAddCommGroup H) (_ : InnerProductSpace ℝ H) | |
| (_ : CompleteSpace H) (_ : TopologicalSpace.SeparableSpace H) (b : Boundary → H) (L : ℝ≥0), | |
| Function.Injective b ∧ LipschitzWith L b ∧ | |
| ∀ s t, ‖b s - b t‖ ^ 2 = fullDistanceKernel hC hν p s t := by | |
| have hT : ‖weightedIntegralOperator hC hν‖ < 1 := | |
| (weightedIntegralOperator_norm_le hC hν hd0 hsub).trans_lt hd1 | |
| obtain ⟨L,hL⟩ := fullDistanceKernel_bound hC hν hT p | |
| let o : Boundary := ⟨complexIso 1, by simp⟩ | |
| obtain ⟨H,hn,hi,hc,hs,b,hb,hl,hd⟩ := SquaredDistanceKernel.separable_lipschitz_embedding | |
| (fullDistanceKernel_conditionallyNegative hC hν hd0 hd1 hsub p) o | |
| (fullDistanceKernel_pos hC hν hT p) hL | |
| exact ⟨H,hn,hi,hc,hs,b,L,hb,hl,hd⟩ | |
| end StrictHotSpots.PlaneGreen | |
| end | |
| end FullBoundaryEmbeddingLayer | |
| end FullBoundaryCombinedLayer | |
| end | |
| end DouglasLipschitzBase | |
| end OAI | |